{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data = np.linspace(-12, 12, 10000)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ensemble = models.GaussianMLP(\n",
    "    1, # input size\n",
    "    1, # output size\n",
    "    device, \n",
    "    num_layers=3, \n",
    "    hid_size=64, \n",
    "    activation_fn_cfg={\"_target_\": \"torch.nn.SiLU\"}, \n",
    "    ensemble_size=num_members\n",
    ")\n",
    "wrapper = models.OneDTransitionRewardModel(\n",
    "    ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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RERF1LaFGAwcO1FNPPaXMzEz30PGZM2fKbrerU6dORz0mLy9PK1euVO/evSVJc+bMkcvlUv/+/eulLqC58bNa9Nwl3RUZaNNr87ZLkg4UleuTZamatXm/3r+hnyqcLnVtGSSTyeThagEAAAAAwOmkzsPMX3zxRa1atUoTJ07UQw89pMTEREnSl19+qUGDBtV7gQelpqZqzZo1Sk1NldPp1Jo1a7RmzRoVFhZKkkaNGqVOnTrpmmuu0dq1a/XLL7/o4Ycf1oQJE9y9KJctW6akpCSlpaVJkjp27KgxY8bopptu0rJly7Rw4UJNnDhRl19+ea1XMgdOVfePSdLmJ8bo9/uH6bqBcZKkrIIynfPv33X+Kwv12Hcb5WJOTQAAAAAA0IhMhmHUSxpRWloqLy8veXt718fpjjB+/Hi99957R2yfO3euhg4dKknavXu3brvtNs2bN0/+/v667rrr9PTTT8tiqeqAOm/ePA0bNkw7d+5UfHy8JCknJ0cTJ07U999/L7PZrIsvvlgvvfSSAgICal1bbZeOB5qzGRsy9PA3G5R9yPyZt5zVRpPP6ejBqgAAAAAAwKmgtvnaCYeZK1eu1ObNmyVJnTp1Uq9evU6s0lMAYSZOF4ZhyGQy6YPFu/TItxslSSM7Run5S7sryLdhPsgAAAAAAACnvtrma3WeMzMzM1OXXXaZ5s+fr+DgYElSXl6ehg0bpk8//bTe5sAE0PQcnCPzmoHx2nWgWO8s3KlZm/fr8v8s0a1ntVHrUD/1bB3i4SoBAAAAAMCpqs5zZt5xxx0qLCzUxo0blZOTo5ycHG3YsEEOh0N33nlnQ9QIoAl65NxO+uKWgQq0WbQ53aG/fbpGf3ltkSZ+vEpv/b5DW/cXeLpEAAAAAABwiqnzMPOgoCDNmjVLffv2rbZ92bJlGjVqlPLy8uqzvmaBYeY4nW3PKtRlby5WdmF5te1xYX6ad+9QVjwHAAAAAADHVdt8rc49M10uV42L/Hh7e8vlctX1dACaubYRAZpz71C9fV0fXT2gtXv77gPFemP+DmXkl3qwOgAAAAAAcCqpc5g5fPhw/e1vf9O+ffvc29LS0jRp0iSNGDGiXosD0DzYfbw1omOU/nFhV70zvo97+zMztmj48/O033FkoFlcXqnpC3cqLa+kMUsFAAAAAADNWJ3DzFdeeUUOh0Px8fFq27at2rZtq4SEBDkcDr388ssNUSOAZmR4UpQ2ThmtsztFSZKKy53q/8/Z2pNTXK3dS7NT9Pj3m3T1W0s9USYAAAAAAGiG6jxnpiQZhqFZs2Zpy5YtkqSOHTtq5MiR9V5cc8GcmUDNpv2arJfmpEiSuscGa0RSpIZ2iFC3VsEa9tw87cwukiT9fv8wxYb6ebJUAAAAAADgQbXN104ozER1hJlAzSqdLs3ctF9/+2yNyiur5tSNDLTp9weG6cJXF2lzukOSlBQdqBl3nenJUgEAAAAAgAfVNl+z1OZkL730Uq1f+M4776x1WwCnNouXWed0jVGIv1UTPlqlA0Xlyiwo01M/btahn6NsySjQhrR8dWkZ5MFqAQAAAABAU1ernpkJCQm1O5nJpB07dpx0Uc0NPTOB4ysqq9R7i3fp2V+SdbS7TspT58jiVeepfAEAAAAAQDNXrz0zd+7cWW+FATg9+dssun1ookrLne55NCXptqFt9fq87ZKk+VuzNKJjlKdKBAAAAAAATRxdoAA0qklnt3d/HWCz6IExSbqyf2tJ0sKUA2IaXwAAAAAAcDSEmQAalclk0rvj+yrU36oXL+shSeoZGyxJemfhTp3xr7lKySzwXIEAAAAAAKDJIswE0OiGJUVq1SNna2SnqiHlveJC3Pv25pbolUOGoQOSVFxeqV3ZRZ4uAwAAAADgYYSZADyubUSA7jlk+PnK1FyVlDu1YleO/vreCqXllXiwOjQFZ0/7TUOfm6f1e/M9XQoAAAAAwINqtQAQADS0O0a003WD49V9yq/ak1Oijo/OcO/LKijVtxOHeLA6eNrBQHvGxnR1bRXk4WoAAAAAAJ5yQmFmXl6eli1bpszMTLlcrmr7rr322nopDMDpx+7jrfO6tdB3a/dV2772kN54O7IKNWNjhm4ckiCbxauxS4SHsT4UAAAAAJze6hxmfv/997rqqqtUWFgou90uk8nk3mcymQgzAZyUaZd2V1yYn14+bN7MRduzNahtuMa/u1ypOcXKyC/VExd08VCV8BSyTAAAAAA4vdV5zsx77rlHN9xwgwoLC5WXl6fc3Fz3IycnpyFqBHAasXiZdc+oDpo0sn217Te9t0K/bsxQak6xJOnjpameKA8eRs9MAAAAADi91blnZlpamu688075+fk1RD0AIEmaODxRNm+zou0+envBTq1Py9fNH6x07690GcopKleov9WDVdaNy2Vozd48dYy2y9fa+EPkXS5DJpOq9ahvbgzSTAAAAAA4rdW5Z+bo0aO1YsWKhqjlmJ566ikNGjRIfn5+Cg4OPmL/2rVrdcUVVyg2Nla+vr7q2LGj/v3vfx/3vPHx8TKZTNUeTz/9dANcAYC68DKbdOtZbXVhz5b66rZB6tryyEVf7v58jcorXTUc3TR9sGS3LnptkW7+oPHvoZVOl859eYGufWdZo792fSLKBAAAAIDTW517Zo4bN0733XefNm3apK5du8rb27va/vPPP7/eijtUeXm5LrnkEg0cOFBvv/32EftXrlypyMhIffjhh4qNjdWiRYt08803y8vLSxMnTjzmuZ944gnddNNN7ueBgYH1Xj+AE2e1mDX9+r56de52ZReWye5r0YdLUjUvOUtP/LBR/7iwq6dLrJX3F++SJP2+LbvRX3tLRoE2pTskVfVubK69M+mZCQAAAACntzqHmQdDvyeeeOKIfSaTSU6n8+SrqsGUKVMkSdOnT69x/w033FDteZs2bbR48WJ9/fXXxw0zAwMDFR0dXS91AmgYYQE2PXpeJ/fzQW3DdftHq/ThklTlFJXL32pRhqNUi7YfUGSgTWEBVg1uG647R7STv63Ot7oG4e1V587w9ebQ7NLpMmTxap5hpossEwAAAABOa3V+Z+1yuY76aKgg80Tl5+crNDT0uO2efvpphYWFqWfPnnr22WdVWVl5zPZlZWVyOBzVHgAa19iuMbqyf2tJ0k/rM/TFyr36fVu2nC5D6fml2pDm0Ju/7dDgZ+ZoR1ahh6ut0lQCxMpmnAi66JkJAAAAAKe1ptFdqQEsWrRIn332mX788cdjtrvzzjvVq1cvhYaGatGiRZo8ebLS09M1bdq0ox4zdepUd09RAJ7z0NiOcpRUaENavoZ2iJS3l0kfLklVl5Z2Ld+VK0nKK67Q+a8s1P1jOigxIkCDEsM9Vq/F7MGemfozSG3OYSZZJgAAAACc3moVZr700ku6+eab5ePjo5deeumYbe+8885av/iDDz6oZ5555phtNm/erKSkpFqfU5I2bNigCy64QI899phGjRp1zLZ33323++tu3brJarXqlltu0dSpU2Wz2Wo8ZvLkydWOczgcio2NrVONAE6ev82iV67sVW3bQ+OqhqKXVji1aHu27v58rfKKK/TotxslSd1jg/X0RV3VMcbuPubVuSn6cV26Prixn8ICav69rw/eTaVnprP5LJoEAAAAAMChahVmvvDCC7rqqqvk4+OjF1544ajtTCZTncLMe+65R+PHjz9mmzZt2tT6fJK0adMmjRgxQjfffLMefvjhOh0rSf3791dlZaV27dqlDh061NjGZrMdNegE0DT4eHtpeFKUPvprf53/ykI5/+iNuHZPns5/ZYE+vXmgbBazOsXY9ewvyZKk6Yt26Z5RNf/eH87pMmQ2qU4L6XiZm0iY2cx6ZroOqZcFgAAAAADg9FarMHPnzp01fn2yIiIiFBERUW/n27hxo4YPH67rrrtOTz311AmdY82aNTKbzYqMjKy3ugB4TucWQfrs5gFyugyl5hTr42WpWp2ap4tfXyRJumZAnLttfklFrc5ZWFapUdPmq1MLu966rm+ta/HkAkCHzjVZ6WxegaDzkNqbWQ4LAAAAAKhnzWbOzNTUVOXk5Cg1NVVOp1Nr1qyRJCUmJiogIEAbNmzQ8OHDNXr0aN19993KyMiQJHl5ebkD02XLlunaa6/V7Nmz1bJlSy1evFhLly7VsGHDFBgYqMWLF2vSpEm6+uqrFRIS4qlLBVDP+sRXLQTWv02YhrQL18WvLdK+/FJJ0gdLdrvbvb94t87t1kItQ3wVEWCT1VJz+LhiV4725ZdqX36pHKUVsvt416qOQ3tm7neUavmuHJ3dKUo2i9eJXlqtHdobs9LVvIaZOw/tmSnSTAAAAAA4nZ1QmLl371599913Sk1NVXl5ebV9x1o452Q8+uijeu+999zPe/bsKUmaO3euhg4dqi+//FJZWVn68MMP9eGHH7rbxcXFadeuXZKk4uJiJScnq6KiqveVzWbTp59+qscff1xlZWVKSEjQpEmTqs2HCeDUEhPkq1n3nKWPlqTqqZ82H7H/0jcXS5J8vb00cXiiou0+emP+dr1+dS8lRgZKkhylle72szbt10W9WtXqtQ9dAOi8lxcos6BM53aLOWLez4bgPCTAbG49MyurDTP3YCEAAAAAAI8zGXWcgGz27Nk6//zz1aZNG23ZskVdunTRrl27ZBiGevXqpTlz5jRUrU2Ww+FQUFCQ8vPzZbfbj38AgCah0unS79uy5Wv1ko+3lz5YvFtfrdpbY9thHSL07vX9JElvzt+uqT9vce976YqeOr97i+O+3o3Tl2v2lswjtn8zYbB6xAaf2EXU0tIdB3TZf5ZIkmbdfZYSIwMa9PXqU35xhbo/8ask6Yp+rTX1oq4erggAAAAAUN9qm6/VuWfm5MmTde+992rKlCkKDAzUV199pcjISF111VUaM2bMSRUNAI3J4mXWsKQ/58ft3ipIZ7YPV1GZU2v35OmzFXvc++YmZ+m1eSl66/edyimq3iP9y5V7axVmllVWH97t6+2lkgqnJn+9Xh//tb9C/K0neUVH52zOw8wNFgACAAAAAFSp82oUmzdv1rXXXitJslgsKikpUUBAgJ544gk988wz9V4gADQWk8mkC3q01JX9W+uZ/+um5Q+N1Bntwt37/zUjuVqQeUW/1pKk37ZmaU9O8XHPX35YmPnBjf0U5OutzekOPftrcj1dRc2qzZnZ7IaZHzJEnhWAAAAAAOC0Vucw09/f3z1PZkxMjLZv3+7el52dXX+VAYCHRQTa9MGN/fXFrQOVFB14xP7xg+IVF+YnSXrk2w3HPV+Zs3qY2SM2WE/9pYskad6WzAbtdXhoz0xnMwsEq/UqdTavXqUAAAAAgPpV5zBzwIABWrBggSRp7Nixuueee/TUU0/phhtu0IABA+q9QADwtL7xofrpzjM0aWR7hQdYFR5g03UD49QhOlDTLu0hSZqXnKW1e/KOeZ7De2ZavMwakRQlq5dZ+/JLtTO7qFb1PPdLsoY/P095xeXHb/yH5rya+aE9SSuaWRALAAAAAKhfdZ4zc9q0aSosLJQkTZkyRYWFhfrss8/Url27BlvJHAA8zWw26W8j2+lvI9tV2947LkS940K0cneuLnh1oT76a38NTgyv8RzllU731yM7Vs3V6Wv1Uu+4EC3ecUALU7LVJuL4C/O8MjdFkvTOwl26++z2tarf2YyHmdMzEwAAAABwUJ16ZjqdTu3du1etW1fNE+fv76833nhD69at01dffaW4uLgGKRIAmrKnD1ld+9YPVurTZakqKXce0e7gAkBTL+qql67o6d4+5I95ORek1G2qjtyi2vfMrL4AUPMKMw+tt6KZBbEAAAAAgPpVpzDTy8tLo0aNUm5ubkPVAwDNTruoQK17fJRahfiqoKxSD369XuNe/l1b9xeo71Oz9Ph3GyX9Ocy8W6sg+Vn/7Bg/5I+enIu2H6jTfJaFZZW1btucF9FxVgsz6ZkJAAAAAKezOs+Z2aVLF+3YsaMhagGAZsvu463Pbxmo24e2Vai/VTuyijTqhd+UVVCm6Yt2yekyVP5HEGezVL/1dmkZJLuPRQWllVq680CtX7MuYWZzHqpdLYilZyYAAAAAnNbqHGb+4x//0L333qsffvhB6enpcjgc1R4AcLpqEeyr+8ck6cFzko7Y99D/1iuvuEKSZPXyqrbPy2zSuG4tJEnvLNhZ69crLK1Lz8zmO8z80PWKmtviRQAAAACA+lXnBYDGjh0rSTr//PNlMpnc2w3DkMlkktN55DxxAHA6uaR3K3VrFaTftmbpnz9tkSR9unyPe3+wv/cRx1zVv7U+WZaqWZszVVbplM3idUQbqXqvyqLyE+2Z2bzCzEMDzPJmVjsAAAAAoH7VOcycO3duQ9QBAKcMk8mkpGi7kqLtOqNdhC59Y7EK/hgS7mf1kt3nyDCzQ3Sg++sz/zVXS/8+ssZzH1xESJLySypqXVP1npnNq3djcx4iDwAAAACoX3UOMxMSEhQbG1utV6ZU1TNzz549RzkKAE5PHWPsWvXo2frfqjTd/9U6PXZepxrbeXuZZfexyFFaqf2OMuUXVyjI78jQ89Aws06rmTub77yTlc24VykAAAAAoH7Vec7MhIQEZWVlHbE9JydHCQkJ9VIUAJxKvL3MurRvrDY/MUaX9W191HZvXN3b/fVZz811r35+qNKKP6fycJRW6onvN+nVuSnHreHQQLAuK6Y3BdVWM29mvUoBAAAAAPWrzmHmwbkxD1dYWCgfH596KQoATkW+1prnwTxoUGK4LurZUpKUV1yhQU/PUUl59XmIyw4LON9ZuFPP/pKsi15bqLOenauC0pqHnjsPWwDIMAzll1Ro94EiGUbTDjfpmQkAAAAAOKjWw8zvvvtuSVVzwT3yyCPy8/Nz73M6nVq6dKl69OhR7wUCwOnkvjEdtDunWCt35yq7sExzkzM1tmuMe/+hPTMPtSo1z/3fs9pHHLH/0EDw7/9brxW7cvT16jRJ0l96ttQLl/Wov4uoZ85DemNWMGcmAAAAAJzWah1mrl69WlJVz8z169fLarW691mtVnXv3l333ntv/VcIAKeRmCBffXXbIE39abPe/G2Hpny/Uf42izugPLxn5uFyispq3H740PKDQaYk/W91mi7vG6v+bcJOsvqGcWh+WUHPTAAAAAA4rdU6zDy4ivn111+vf//737Lb7Q1WFACc7q4bFK9Pl+/RfkeZrntnmS7vG6t/XNhFZX/0zLT7WBTo4620vBJ1jw3W2j15kqSM/NqFmQf1SwjVsp05enlOShMOMw9ZvIg5MwEAAADgtFbnOTPfffddgkwAaGAtgn31wmXd3c8/Xb5Hr8xNUekfPTNbhfhpwQPDtPTvI/TthMG69ay2kqT9jtIaz1dTmDmgTaiev6S7vMwmLUjJ1q7soga4kpPHnJkAAAAAgIPqHGYCABrH8KQorXt8lMZ1q5oz88VZ2/T6vKqVy23eZplMJkXZqxZei7bbJEl7c0skSTM37dcrc7ap71Oz9P7iXdUCwYN6tg5RbKifBrWt6pH53993NMnFgA4NYsuZMxMAAAAATmuEmQDQhNl9vPXCpT10TpdoSdKSHTmSJB9L9ZXREyMDJUnzt2Zq0z6Hbnp/hZ77dauyCsr06Lcbqw3VPqhHbLAk6ZoBcZKkj5am6vHvNja5QPPQ3piVhJkAAAAAcFprNmHmU089pUGDBsnPz0/BwcE1tjGZTEc8Pv3002OeNycnR1dddZXsdruCg4N14403qrCwsAGuAABOjNVi1mtX9VL/hFD3Npt39dv34MQw9WwdrAqnoc9X7DniHIf3zOzaMkiDE8MlSaM6R+uJCzrLZJLeW7zbvTJ6U3HoPJkuQ3IdZf5PAAAAAMCpr9mEmeXl5brkkkt02223HbPdu+++q/T0dPfjwgsvPGb7q666Shs3btTMmTP1ww8/6LffftPNN99cj5UDwMkzmUyaODzR/XzIH0HkofvPaFe14vnPG9KPOP7QodrDOkTo+zuGKMD25xpw1w6M19guVcPZ52zZX6+1n6zDVzCvYBEgAAAAADht1Xo1c0+bMmWKJGn69OnHbBccHKzo6OhanXPz5s2aMWOGli9frj59+kiSXn75ZY0dO1bPPfecWrRocVI1A0B9OqNdhJ6+qKv25pZo/KD4I/b3/GPY+H7HkSuaF5ZWSpJiQ3317yt61nj+ER0j9eP6dP20PkP3nN1BZrOp3mo/GRWHDS2vdBqyNZu/XgAAAACA+tRsembW1oQJExQeHq5+/frpnXfeOebcb4sXL1ZwcLA7yJSkkSNHymw2a+nSpUc9rqysTA6Ho9oDABrD5f1a697RHWTxOvL2PaRduDrG2Gs8bl9+1cJAl/dtLbuPd41tRneOlt3Hop3ZRfrXL8n1V/RJOjzMPPw5AAAAAOD0cUqFmU888YQ+//xzzZw5UxdffLFuv/12vfzyy0dtn5GRocjIyGrbLBaLQkNDlZGRcdTjpk6dqqCgIPcjNja23q4BAE6Ut5fZvZjP4dbvzZckeR2jt6W/zaLJYztKkt6Yv13zt2bVf5En4Ihh5k7mzAQAAACA05VHw8wHH3ywxkV7Dn1s2bKl1ud75JFHNHjwYPXs2VMPPPCA7r//fj377LP1XvfkyZOVn5/vfuzZc+RiGwDgCYMTw2T6I6/s1TpYZ7avmkezqNwpSfIyHXvo+BX9WuvK/q0lSXd9ulpllc6GK7aWjhhmzpyZAAAAAHDa8uisY/fcc4/Gjx9/zDZt2rQ54fP3799fTz75pMrKymSz2Y7YHx0drczMzGrbKisrlZOTc8x5N202W43nAwBPiwvz1wc39Fewn7e6tAxSfkmFLnhlgXYdKJYkJYT7H/ccj53XSb9u3K/swjIt2JatER2jGrrsY6ppzkxJenn2Nr21YKcu6xure0d1kNVySg02AAAAAADUwKNhZkREhCIiIhrs/GvWrFFISMhRg8eBAwcqLy9PK1euVO/evSVJc+bMkcvlUv/+/RusLgBoSEPa/bnSeZCvt+4c0U53f75WkjT4sFXQa2KzeOncbjGavmiXbnxvhZ6/pLsu7t2qweo9nsOHlZ//ygJd2jdWb87fIUn6z287ZPexaOLwdp4oDwAAAADQiJpNN5bU1FStWbNGqampcjqdWrNmjdasWaPCwkJJ0vfff6+33npLGzZsUEpKil5//XX985//1B133OE+x7Jly5SUlKS0tDRJUseOHTVmzBjddNNNWrZsmRYuXKiJEyfq8ssvZyVzAKeM87q30I1DEvTcJd3la/Wq1TE3nflnr/inftqsknLPDTcvr6zeMzO3uMIdZB709oKd2ptb3JhlAQAAAAA8oNmEmY8++qh69uypxx57TIWFherZs6d69uypFStWSJK8vb316quvauDAgerRo4fefPNNTZs2TY899pj7HMXFxUpOTlZFRYV720cffaSkpCSNGDFCY8eO1ZAhQ/Sf//yn0a8PABqKt5dZj5zbSf9Xh96VLYN99eOdQyRJOUXl+nXT0RdFO1G/bszQQ/9bf0RYebjazJGZW1yhC15ZqD05BJoAAAAAcCozGYbBsrAnyeFwKCgoSPn5+bLb7Z4uBwDqzbSZW/XS7G06q32E3ruhX72eO/7BHyVJj57bSTcMSThquwe+XKfPVlRfaC3M36rCskrNuXeo8orLdfP7K5WWV6Iou00z7z5Ldh/veq0VAAAAANCwapuvNZuemQCAxveXni0lSfO3Zmn25v0N8hopWYXH3H/4AkCS9M2EwfrxziFqGeyrzi2C9NktA9Qy2Ff7HWWa+PFqZReWNUitAAAAAADPIswEABxVQri/hvyxaNCN763QD+v2yeky5HIZ+nzFHqVk1hxEZhaU6oMlu1VYVnnc1yg+TpvyGsLM2FA/JUYGup+3CvHT1Iu6ytvLpN+2ZunBr9Yd93UBAAAAAM2PR1czBwA0fa9d3UuXvrFYWzIKNPHj1ZJWu/f5Wb206YkxRxxzw/Tl2pDmUMr+Ak25oMsR+52uP2c4KT7O4kKVh61mHmCr+U/Xme0j9MWtg3Thqws1Z0um3lu0S9+t3adnLu5aLfgEAAAAADRf9MwEAByT3cdbX942SGe0Cz9iX3G5U6kHjlx0Z0OaQ5L04/r0Gs95aI/N44WZhw8zD/Q5+udwPWKDNahtmFyG9Nh3G7Vyd66e+GHzMc8PAAAAAGg+CDMBAMcVYLPovev76Z3xfXR2p6hq+858dq7mJWfWeJz/UXpRFpRWuL8+3vyWhw8zP1aYKUlPX9RNrUJ83c8XpWQrs6D0mMcAAAAAAJoHwkwAQK2YzSYNT4rSf6/to4fGdqy2b/y7y3XN20tVVFap3KJy93Zfb68az3Voz8ztWYU1LvJz0OH7jjbM/KDWYX6adfdZ+uLWgWod6qdKl6FX5qQc8xgAAAAAQPNAmAkAqLObzmyjhQ8O1/hB8e5tv2/L1hX/XaKfNvw5tLygtObFfQ7dXuE0lJxRcNTXOnzOzDPaRRy3Ph9vL/WND9XUi7pKkj5ZlqoVu3KOexwAAAAAoGkjzAQAnJCWwb565NxOuqhXS1nMJknSur35euh/G9xt0vJK1OWxX/Thkt0yjD9DyUOHmUvSuS8v0L9nbdMny1KrtZP+7Jn597FJenhcR90+rG2taxzUNkzDOkSowmnovi/XHbMHKAAAAACg6SPMBACcMC+zSdMu7aGUf47VogeH1zifZWFZpR7+ZoP++dNm7csrkSQ5Sqp6Ztosf/4ZemHWVk3+er0mfLxK27MK3dvL/+iZmRRt11/PaCObpeah6zUxmUx66YqeCg+wamd2kT5emnpC1wkAAAAAaBoIMwEA9aJFsK/uPru9JMnuY9GiB4frop4t3fv/+/tODXp6jrpP+VUzNmRIki7q1UoPj6s+/+ZP6zP04Ffr3M8P9qb09jqxP1mBPt6a9EddL87aKsdhvUIBAAAAAM0HYSYAoN5cOzBej5/XSe9e308tgn017bIe2jl1rCaNbO9uk19SoRkbq8LMvvEh+usZbbRxymi9dEVPdxi6fFeuHKUVmrVpv0rKnZIkq8V0wnVd1idWiZEByi2u0J2frFZRWc1zeQIAAAAAmjaTcfjkZKgzh8OhoKAg5efny263e7ocAGiSFmzL1lsLdmhecpYkyWox67f7hik6yMfdxjAM9f7HLOUcsiL6Qd9OGKzuscEn/PpztuzXDdNXSJKGdojQu+P7ymQ68YAUAAAAAFB/apuv0TMTANAohrQL1/Tr++n3+4dp/KB4vX9Dv2pBplQ1x+V53WJqPP5Eh5kfNDwpSm9c3Vs2i1nzkrP03dp9J3U+AAAAAEDjI8wEADSq2FA/PX5+Zw1oE1bj/ikXdNF1A+OO2O7jffJ/ssZ0idbNZ7aRJN3/5Tqt2ZN30ucEAAAAADQewkwAQJPz2Hmd9c74Pu7nHaICFR/mXy/n/tuIdhqeFKmySpce+WaDnC5mWwEAAACA5oIwEwDQ5JjNJg1PitKnNw/Q+d1b6PlLu8tsrp/5LS1eZj37f93kb/XS+rR8Xfjqwhrn6AQAAAAAND0sAFQPWAAIAJqf79fu0x2frHY/D/W36t+X91C3lsEK8vP2YGUAAAAAcPqpbb5macSaAABoMs7r3kLeXibd9tEqGYaUU1Sua95eJklKig7Ul7cNUoCNP5MAAAAA0JTQM7Me0DMTAJqvHVmFSs4o0G0fraq2PTbUV11aBOnmM9to/tYs7ckp0dSLumr3gSJlOEplkkkD2oTKcpKrrAMAAAAAap+vEWbWA8JMAGj+3lu0S//5bYfS8kqO2ibAZlFhWWW1599NHKw2EQGNUSIAAAAAnLJqm681m+4kTz31lAYNGiQ/Pz8FBwcfsX/69OkymUw1PjIzM4963vj4+CPaP/300w14JQCApui6QfFa8MAwfXHrQJ3RLrzGNocGmQefD39+vq59Z5ky8kv15cq9em1eii54ZYG6PvaLfli3rzFKBwAAAIDTRrPpmfnYY48pODhYe/fu1dtvv628vLxq+0tKSpSfn19t2/jx41VaWqp58+Yd9bzx8fG68cYbddNNN7m3BQYGyt/fv9a10TMTAE5N+cUVenfRTi3ZcUCRgT4qKqtURKBN94zqoPNeXqAMR+lxz9EvPlQPjeuoFsG+igi0HbPtjA0ZCvbz1oA2YbWuMa+4XEG+3jKZ6me1dwAAAADwhFNuAaApU6ZIquqBWRNfX1/5+vq6n2dlZWnOnDl6++23j3vuwMBARUdH10udAIBTR5Cft+4a2b7GfT/97QwVlVXq7QU7NX3RrqOeY9muHF3w6kJJUpTdJn+rRX3iQzRxWDuFBVjl/8ciQxvS8nXrhyslSVueHCMfb68az5dXXK6d2UXKK6nQ9e8ul1QVmP7n2t4K9rMe0d7pMpThKFWM3UdmM4EnAAAAgOat2fTMPGj69Om66667juiZebjnn39eTz75pNLT06uFnIeLj49XaWmpKioq1Lp1a1155ZWaNGmSLJaj57xlZWUqKytzP3c4HIqNjaVnJgCcpiqdLqXnl+rnDen6deN+ZRaUqUWwj5bsyKnV8X3jQ7Qvr9Q9X+f4QfGSpL25xbqkT6w6t7Dr+7XpCguw6tlfkpVVUFbjeUZ2jNI1A+PUMTpQb/62Q3tyipVZUKY1e/LUq3Ww3ruhnwJ9vE/6evOLK7Qvv0QdY/ibBwAAAKB+nLILANU2zOzUqZOGDh2q11577Zjtpk2bpl69eik0NFSLFi3S5MmTdf3112vatGlHPebxxx939xQ9FGEmAOBQhmEoq7BMa1Lz1C4qUBv35euxbzfqQFG5R+pJjAzQGe3CFexr1Rntw2UYhmwWLyVFB+p/q9PULyFUcWHHn2bluneWaf7WLH14Y38NOcr8op6QeqBYrUJ86YEKAAAANEPNIsx88MEH9cwzzxyzzebNm5WUlOR+Xpswc/HixRo0aJBWrFih3r1716mmd955R7fccosKCwtls9U8txk9MwEAJ8owDLkMaWd2oYL9rPpq5V4t3H5A/eJD1C8hTI9/t1G5xeWKDLQpv6RCOUXlcpRWLTwUHmBTWYVT/duEauLwdooL9VOwn7eKy516Z8FOLd2ZowUp2dVez2yS+sSHavmuHNX0F99skjpE27U53eHe1jHGLrNJigi06cp+rdUjNliRdh+VVjj179nb9Pq87ZKqVnN/9LxO6tzCrrYRAfpkWap6x4XoixV75WU2qVMLu85sF6HoIJ96+/6VlDv1+Yo9GtkpSi2CfNxzhc7atF9/fX+F/q93Kz13SXfN2JCh8ACr+sSH1ttrA0BjcJRWyOplPup0IwAAnKqaRZiZlZWlAwcOHLNNmzZtZLX+OQdYbcLMG2+8UatWrdLq1avrXNPGjRvVpUsXbdmyRR06dKjVMSwABABoKKUVTq1Py1f7qEAF+R5/iHhecbmSMwrUs3WIMvJLFWm3ycfbS58sS9WLs7Zqv6NM4QE25RWXq9JV+38C9EsI1bKdtRs2f7iWwb46o124VuzOVXpeicZ2jdHfx3aUr9VLFU6Xlu7IUYi/t0orXBqcWHNPz5/Wp+udBTtVWFapLRkF7vN+fFN/FZRW6tyXF9R43JMXdNYlfWKrhQL5xRV647ftCvO36obBCXIZhrZlFmpvbonOah8hq8WsXdlF+nhZqlbuzpW/zaJgX29d1jdWg9qGyWQyKa+4XK/N2y6bxaxKl6HL+8aq0mWoTbi/vly5V/OSs/TAmCTFhlZNdWMymfT+4l36cV26/n15zxMKeF0uQxUul2wWL7lchnZkF6ptRIBMJpPS80vkZ7Uc8TPidBl6/LuNWrzjgNpFBuje0R3UNiLgqK+ReqBYXl4mtQw++hQ9tWUYhjtszsgvlcXLpPCAIz8oLiyrlL/Vq94XsSqvdMnpMuRrbbhAaENavr5elaZJZ7er1RQOG/fly+7jrdhQvwar6XAul6HftmUpItCmHVlFGtc1ht7LTVh6folGv/CbkqLt+uyWAcf8vdic7tD8rVkaPyi+0YLPg28dG3LROafLkGEYsniZG+w1AABNU7MIM0/E8cLMwsJCxcTEaOrUqZo4cWKdz//RRx/p2muvVXZ2tkJCQmp1DGEmAKC52ZFVqEXbD2hPTrFW78nTwDZhchmGXp6TUqvjfb29VFLhrPe62kb4q3dciDIcZdqbU6wDReWKDfXVhjTH8Q8+hu6tghQWYNOcLZkK87e6h/qHB9iUXfjnaIs2Ef66sEdLTZu59ajnquu1x4b6qm1EgOYlZ7m39YsPVXZRmfrEhcjLbFZCuJ+KypwK9bfqQGGZFm0/oGA/q2Zt3q+Wwb4KD7Bq7d58+Vu99M+LuurjpalaujNHEYE2dW0ZpDlbMuVn9dIHN/ZXTJCPHKUVqnQamr5ol75cubdaPSM7Rqln62CN6RKtthEBqnS6ZPGqCnDH/Ps3GYZ076gOWrLjgBIjAzTp7PayWcz6fl26Nqbl66JerbQ53aHX5qXo0j6x6toySD7eXooP91eQr7eyC8v00uxt+m7tPp3TJVoTh7fTOS/+JqvFrM9uGSibxaxQf6v+/vV6fbNmnySpT1yIbhvaVsOTIt0hyRvztys5o0CPn99Z/lYvWbzMKiyrlJ+3l4rKK+UyquarXZCSrWi7j9LzSzV7S6a8zSZF2G36amWa8kvKFexn1ejOUTq7U7Q2pzu0bm+ezCaTJo/tqBA/b6Xllqjc6VKnGLv7tV0uQ9uzCpUYGeDetmh7tiICbGoXFSip6rUTH/pZkhQT5KOr+rdWfLi/+sWHKtLuI5fLqBYapmQW6px//yabxUtP/aWL7D7eGpwYrpIKp7zMJpkk94JgBzldhsymP4OjPTnF+ml9uq7s31qBPt4yDEOrUnO1cneuzukSo9hQP/f/z4PeW7RLj3230f38in6xun1oolqF+LrPm19SIW8vk/ysFq3Zk6fi8koNalv1wUJ5pUvTF+3UzE37tS+vVNcOjNMtZ7Wt9c9/TUornLJ6mat9f5wuQ//6ZYti7D66blC8yipddQrocorK9X9vLFKF06V3x/dTYuTRQ/ujcbkMZReWKdL+54cNmQWlSs4o0JDEcPf3q8Lpknc9Bm1ZBWV6+uct2rq/QOvT8qvte/mKnu4AOrOgVIWllQoPtGnJ9gO6+YOqReMu6tVSU87vXKtA/af16QqwWXRm+4hq2xdsy5bZJA1sG6bSCleNHwLkF1fo/FcXKDbET1Mv6qpyp+uYH44czdo9eXp5zjY9eE6SEiMDq+17f/EuvThrmwzD0FvX9VWrEF9F/fH/I7+kQjZL4/VY3ZdXoshAW9XvZy3C2xW7ctQ61E8h/taj/nwYhqHFf9xb/awWBfzxO28YhlbsztXHS6tGOFzaJ1ZWy5HnOPRDohPlchlyHRYW73eUqrzS1agftJysvbnFyiuuUIfoQFn+uJcc/r0xDEOGIbkMQ84/ptYxDENvL9ip1Jxi3XxmG7UKaT7X7GlpeSV67pdk3TgkQV1aBqmwrFIpmYVqEeyjyMD6G4Uze/N+xYb6qX1U4PEbe1hxeaX2O8qUEH78aZrqQ33cA5q6Uy7MTE1NVU5Ojr777js9++yz+v333yVJiYmJCgj484/o22+/rYkTJyo9PV3BwcHVzrFs2TJde+21mj17tlq2bKnFixdr6dKlGjZsmAIDA7V48WJNmjRJ55xzjt57771a10aYCQA4FS3ZcUCLth+QSVJKVqFyCst1/eB4jewYJbPZpPySCsmQNuzL1/asQvVLCNXny/eqXVSARiRFqtzpUn5JhX5Yl645mzPlb/NSckaBispPPAS1+1hU4TSOGiZ6e5lU4TQ0smOUZm3ef8Kv05xZLWaVV7qqbWsR5KN9+aVHPeYvPVtqfVq+UjILj9jXIshHIf5Wbdx37EA5wGZRYVnlceszm6Q2EQE1vtaxHPx/21AiA20a2DZMATaLPlqa6t4+flC8tmUWaGHKAZlM0tA/eu/+svHYP19Wi1njusYo0MeiLekFWrbr+D2bk6ID1TrUT61C/OQyDM3avF97c0vUPyFU53VvoYe/2eBu2ynGrrzi8mr/XzvG/DllRNsIf10/OKHaMYdqE+6vji3s2ptborV78mSzmBVl91FqTrEk6f4xHTSua4xemZOiLw4LxKPtPioqr9RV/eM0sG2YesQG6+0FO7V2T55SMgs1rluM7hvdQfOTs5RfUqFzu8e4Q4QvVuzVUz9tlq+3l64fHK8Wwb763+o0zdmS6T6/xWyS2WTSI+d2VJTdR1v3F6h7bLC8vczanO6Qo6RSReWVGvTHa3+1Kk1P/rCpWo194kKUmlMsP6uXzmwfoUqXoYgAmwYnhisy0Kbc4nJ9tDRVVotZfeJCdGGPlrr9o1X6ZVOG3r+hnzpEB2pPTrGe/nmLlu/K1d1nt9eozlH6dNkefbo8VU6XocGJ4brtrLaKsvvIbDLp5w3p8jKbNDwpUm/O36Gc4nJ1irFr94Ei9W8TpuggHw1qG6Z5yVnamV2k5IwCrdyd6/6eH43JJIX4WZVznPmWEyMD1Lt1iPrEhyg6yEfpeaXakV2k/JIKGYYhH28vTV+0S1LVwnPF5U6NSIrUsKRI/eW1Re7z+Fm99PktAyVV/R0Y1SlarcP89NbvO/SPHzdXe80ou00PnpOkXq1DFOJvlb/VUi2ANwxDWQVVAbGjtEJ3f7ZGszZnVju+T1yoJo9NUkpmoca/u/yI67JZzEqKDtTavX8Gvc9f0l3dY4M05ftNGtg2TH3iQhXs560QP6uCfL2VU1Su7MIy7cguUpi/Ve0iAxQRaKsWAqzcnSvJUO+4UO3NLdY3q9NUUFqpAW3D5HQa+uv7KyRV/bx3jAlUiJ9Vof5V/x+2ZRZqfVq+BrQJVd/4UC3dmeMevWA2ST1bh2hIYrh2HSjS2K4xGt05WlsyHHpx5jbN2JjhriHU36oxXaK1aZ9Da/bkubdHBNq0ZPIIeZlNMgxDX67cq/u+XCdJumZAnBLC/RXs560Wwb7qGx/qbmcY0oGicm3dX6B+CaGymE3am1ui5IwChQZYFezrrQe/Xq9N+xzqHReiPTnFuvGMBD37S7Lyiis0tmu0CkortTe3RJ1a2NUuMkDXDYxXiP+fIyWPZntWodLzShUT7KMQP6v8rF7y8fZSWaVTZZUu+Xp7uUPeskqn3l+0Wxv35evSvrHq3CJIFrPJ/YHOfkepluw4oEAfi4L9rOrVunono3V783T+KwurbeufEKqzOkTow8W7NapztGwWs978bYf7A0jrHz9H6w75OfL2Mumq/nG6vF+skqLtKil3Kqe4XIWlldqbWyyLl1ktg320aPsBxYb6aVDbMDlKKrVhX74KSyv166b9ysgv0ZDECEUE2lRUVqmBbcO0dm+ehiSGq2Wwryxe5j9GUxQpIdxfS3ceUMdou0L8rfp9W5b+9ukaDWwTpm6tgrQ53aGooKpgcFiHCJlNJsUE+8gkk0wmydur6u/7waDb6TK0I6tQFU5DCeH+slrMenVuijbuy1d5pUtX9o9TQrifyipdmpecpTB/qy7s2bLGDwQMw9D6tHzFh/vr1437NXvzfhWWVapn6xDdPrStMvJL9eKsre4PIbu0tCs5o8D9d/nyvrH6v96tFB5g06+bMnRpn1jZfbz10DfrtXRHjqZf30+tw44Mjh2lFdqeWaggX299unyP5iVnauv+QplN0vWDE/T7tizdfGZb/V/vVtVqrSnQK61wKjWnWO0iA+Qyqj4A2ba/wH0dof5WVTpdMptM7g/TDhSW6ZW5KfplQ4aigny0NaNA53SN0Z3D2ynI11tms5RbVKGfN6Rr3d589Y4L0aDEMG1Ic8jP6qUJH6+SYUiPnttJQb7eWrE7V61D/XT94Oo95udvzdKOrEJdMyBOFi+zMgtKVVLuVGmFS2EBVm3a51DnFnaFBdhUWuF0H1ta4dTClGwNaRcum8VLL8zcqjV78jRxeKL6nqJTKZ1yYeb48eNrDBjnzp2roUOHup8PGjRICQkJ+uijj45oO2/ePA0bNkw7d+5UfHy8Vq1apdtvv11btmxRWVmZEhISdM011+juu+8+6nyZNSHMBACg9gzDUG5xhfJLKrQ6NVe9WofIy2xSSlahMvJLlZZbtap76zA/2SxmJWcUqGWIr87uFOX+5N8wDFW6DO3JKZa/zSJ/m0VOl1FtmLVhGErJLNQ7C3dp8fZslVe6ZPf11hX9WuvsTlGavzVLG9Ly1T02WKtT83R+9xbauC9fG/c5tDndoeFJkbp/TNW83cXllXpt7nZ9unyPvMxS5xZBun9MByVnFMjfatGyXTkqKqtUTlHV8P0tGQ6F+Fn11zPaaP4fPTJvHJKgwrJK7couUm5xuRZtP6Cd2UXuIKNTjF3eFrN2ZhXKUVqpaLuPissrZTJVBccxQVW9DyWpd1yIerWuCpC6tQrWhT1aaOrPW1R2SIhptZg1qlOULukTq7PaR2jpjgNasiNHNm+zft6QobWHvHE+XHyYn/rGh+rbNftU7nS5zxdlt2lPTom7na+3l0ornUfMx2oxmzSyY5RW7M5RdmHNAYyf1Uvnd2+hlsG+2p5VqF837VfxCQbdgTaL7L7ecpRUqOCQQLV/QlXIcFDf+BBlOEqrXUN9OPim/Xhhk6eZTVIdZpeo5r7RHbQru+iIYLM2AmwWuQxDZX8M/UfNvL1MGtMlRu0jAzQ3OVOrUvOOe8yZ7SP029as47Y7Wf0TQrV6T94RH5TUJMpuk9ViltNpyFFaqcKySoX4eSu3uKLB66yNpOhA7c0tcX/4cvDn80TvP7UR7OetvBO4/thQX2UXlB9zNEBiZIAcJRXKLCg7Yl9tP2Q6niBfb/ffgGi7j7ZnFal1qJ/2O0q1JaOgxg/RIgJt8vE2V7vftgrxVWmF84i/C15mk5wuQ11a2jWwTZj+t3pftVETcWF+GtUpSr9vy5bJZKo2z3d9aR3qpz25xTXOL34y+saHaH1avkorqn9/erUOrtXvuFT1gYZh/Pl9ahPur7AAq3ZmF7u/T0G+3mofFaDlu3KPe75/XdxNG/fl65s1+2QYhsqdLnmZTCf1YfPhrF5m978fpKp/F7QM8VVcmL98vc1asSu3Tgtito8K0LAOkZq5eb92ZBVpQJvQPxZ+9FO7qABt+ePDIUnVgt+Dgny9FRfm5w6ze8QGq7TCqQNF5cqq4Xfn0Lqdf3xQUFdh/lZ3KJmW9+fvgZ/V66j3m0NHDB36NzsmyEeX9Y3Vi7O2SZJeuqKnzu/eou5FNQOnXJjZlBFmAgCAE2UYhgrKKmU/ZIhoSbmzxmGeBaUV2pxeoN5xVQFwXnHVMGqpagjyxn0OhfpbVVReqY7R9qPOzXlwHsVVu3MVFmDT7C2ZMpukq/rH6Yx24bJZzDKZTNqVXaR3F+5UbnGFbh/WVknRduUUlauorNI9TLm0wqmiskql5hRr/tYsBdgsuqRPrIJ8veVyGcpwlGpndpHiw/0V5m/VLxsztGp3rm4+q221uTmzCsr01aq9ysgv1aC2YWoT4a9WIX76elWaNuzLV9eWQX+8IXQqItCm9pGBynCU6rK+sdXm4jz4T9u84gqF+FtVWFYpp9NQcUWlYoKqXm9vbrHW7813BwSjO0drVWquFqYcUEFphaLtPtqZXSSnYSi/pEIuQ+oXH6L+bcK0fm++NqTlK6e4XOMHxat/Qph8vKu+X5kFpfrbJ2vkb/NS24gAfbFyr2JDfHVBj5YqLq9UkK+3LukTq4z8UoUGWLUmNU8b9zmUmlOsZTsPqHurYIX4W5VXXKFv1qTJ6TJ0VvsIlVQ43b2+/tKzpfysXvpixV71TQjR30a0V7+EUG3JcGjBtmyt3pMnR0mFyipdcpRUKDEyQAPbhqlryyB1aRGkDfvyZbWYtX5vvrILyxXs563KP+YonLlpv4J8vRUeYNPc5EztPlAsq8Wsv41opwnDEuVyVfUQc5RW6IMlu5XpqHrDdfD7eEa7cLUJ99eHS1OPGlp6mU0a1SlKLYJ9NXdLpnKKy9U/IVS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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.001, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(\n",
    "    train_dataset, val_dataset, num_epochs=5000, patience=500)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
